Learning patterns of pick-ups and drop-offs to support busy family coordination

Conference on Human Factors in Computing Systems - Proceedings

Volumn , Issue , 2011, Pages 1175-1184

  Davidoff, Scott ^a   Ziebart, Brian D ^a   Zimmerman, John ^a   Dey, Anind K ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Data mining; GPS; Graphical models; Machine learning; Mobile phones; Routines; Sensing; Statistical models

Indexed keywords

DATA MINING; DROPS; LEARNING SYSTEMS; PICKUPS;

COORDINATION BREAKDOWN; GRAPHICAL MODEL; LEARNING PATTERNS; LOCATION SYSTEMS; MACHINE-LEARNING; MOBILE PHONE GPS; REMINDER SYSTEMS; ROUTINE; SENSING; STATISTIC MODELING;

CELLULAR TELEPHONES;

EID: 79958099602     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1978942.1979119     Document Type: Conference Paper

References (39)

1. Ashbrook, D. & Starner, T. (2002). Learning significant locations and predicting user movement with GPS. Proc. ISWC 2002, 101-108.
2. Atkeson, C. G., Moore, A. W. & Schaal, S. (1997). Locally Weighted Learning. Artificial Intelligence Review, 11:11-73. (Pubitemid 127508233)
3. Bandura, A. (1997). Self-efficacy: The exercise of control. New York: Freeman.
4. Beech, S. et al. (2004) Lifestyles of working parents: Implications and opportunities for new technologies, HP Tech report HPL-2003-88 (R.1).
5. Begole, J., Tang, J.C. & Hill, R. (2003). Rhythm modeling, visualizations and applications. Proc. UIST 2003, 11-20. (Pubitemid 40730669)
6. Bentley, F. & Metcalf, C. (2007). Sharing motion information with close family and friends. Proc. CHI 2007, 1361-1370. (Pubitemid 47581727)
7. Brdiczka, O., Makoto Su, N., Begole, J. (2009). Using temporal patterns (t-patterns) to derive stress factors of routine tasks. Proc. CHI 2009 Ext. Abst., 4081-4086.
8. Brown, B. et al. (2007). Locating family values: A field trial of the Whereabouts Clock. Proc. UbiComp 2007, 354-371.
9. Cowan, R. S. (1985). More work for mother: The Ironies of household technology from the open hearth to the microwave. New York: Basic Books
10. Darrah, C.N., Freeman, J.M. & English-Lueck, J.A. (2007). Busier than ever: Why American families can't slow down, Palo Alto: Stanford University Press.
11. Davidoff, S., Lee, M.K., Yiu, C.M., Zimmerman, J. & Dey, A.K. (2006) Principles of smart home control. Proc. UbiComp 2006, 19-34. (Pubitemid 44618963)
12. Davidoff, S., Lee, M.K., Dey, A.K. & Zimmerman, J. (2007). Rapidly exploring application design with Speed Dating. Proc. UbiComp 2007, 429-446.
13. Davidoff, S., Zimmerman, J. & Dey, A.K. (2010). How routine learners can support family coordination, Proc. CHI 2010, 2461-2470.
14. Dey, A.K. & Abowd, G.D. (2000). CybreMinder: A Context-Aware System for Supporting Reminders. Proc. HUC 2000, 172-186.
15. Eagle, N. & Pentland, A. (2006). Reality mining: Sensing complex social systems, Personal and Ubiquitous Computing, 10(4): 255-268.
16. Fogarty, J., Baker, R. S., & Hudson, S. E. (2005). Case studies in the use of ROC curve analysis for sensor-based estimates in human computer interaction. Proc GI 2005, 129-136. (Pubitemid 43211958)
17. Fiese, B.H. et al. (2002). A review of 50 years of research on naturally occurring family routines and rituals: Cause for celebration? Journal of Family Psychology, 16(4): 381-390. (Pubitemid 36058695)
18. Frissen, V.A.J. (2000) ICTs in the rush hour of life, The Information Society, 16: 65-75.
19. Gneezy, U. & Rustichini A. (2000). Pay enough or don't pay at all. Quarterly Journal of Economics, August 2000: 791-810.
20. González, M.C., Hidalgo, C.A. & Barabási, A.-L. (2008). Understanding individual human mobility patterns, Nature, 453, 479-482 (2008).
21. Huynh, T., Fritz, M. & Schiele, B. (2008) Discovery of activity patterns using topic models. Proc. UbiComp 2008, 10-19.
22. Krumm, J. & Horvitz, E. (2006). Predestination: Inferring destinations from partial trajectories. Proc. UbiComp 2006, 243-260. (Pubitemid 44618976)
23. Liao, L., Patterson, D.J., Fox, D., & Kautz, H.A. (2007). Learning and inferring transportation routines. Artificial Intelligence. 171, 311-331. (Pubitemid 46560477)
24. Ludford, P. J. et. al (2006). Because I carry my cell phone anyway: Functional location-based reminder applications. Proc. CHI 2006, 889-898. (Pubitemid 44032179)
25. Marmasse, N. & Schmandt, C. (2000). Location-aware information delivery with ComMotion. Proc. Handheld and Ubiquitous Computing, 64-73.
26. Medved, C.E. (2004) The everyday accomplishment of work and family: Exploring practical actions in daily routines, Communication studies, 55(1): 128-145.
27. Neustaedter, C., Brush, A. J. & Greenberg, S. (2009). The calendar is crucial: Coordination and awareness through the family calendar. ToCHI, 16(1): 1-48.
28. Pentland, B.T., Haerem, T. & Hillison, D.W. (2009). Using workflow data to explore the structure of an organizational routine, in M.C. Baecker & N. Lazaric (Eds.) Organizational routines: Advancing empirical research (pp. 47-67), Cheltenham: Edward Elgar.
29. Plaisant, C et al. (2006). Shared family calendars: Promoting symmetry and accessibility. ACM ToCHI. 13(3): 313-346. (Pubitemid 44895284)
30. Roberts, S. W. (1959). Control chart tests based on geometric moving averages. Technometrics, 1, 239-250.
31. Simpson, R.C., Schreckenghost, D., LoPresti, E.F, Kirsch, N. (2006). Plans and planning in smart homes, J.C. Augusto & C.D. Nugent (Eds.), Designing Smart Homes: The Role of Artificial Intelligence, 71-84. (Pubitemid 350278860)
32. Suchman, L. (1983). Office procedures as practical action: Models of work and system design. ACM ToIS, 1(4): 320-328.
33. Taylor, A. S. et. al (2007). Homes that make us smart. Personal and Ubiquitous Computing. 11(5): 383-393 (Pubitemid 46865437)
34. Tolmie, P. et al. (2002). Unremarkable computing. Proc. CHI 2002, 399-406.
35. Van Laerhoven, K., Kilian, D. & Schiele, B. (2008). Using rhythm awareness in long-term activity recognition, Proc. ISWC 2008.
36. Wakkary, R. & Maestri, L. (2007). The resourcefulness of everyday design. Proc. Creativity and Cognition 2007, 163-172. (Pubitemid 350195525)
37. Wolin, S.J. & Bennett, L.A. (1984). Family rituals. Family Process, 23: 401-420.
38. Zerubavel, E. (1981). Hidden rhythms: schedules and calendars in social life, Chicago: The University of Chicago Press, 1981.
39. Ziebart, B.D. et. al (2008). Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior, Proc. Ubicomp 2008, 322-331.